Datasets › MECD
MECD (Multi-Event Causal Discovery)
Provide:
- 1,105 lifestyle videos that span diverse scenarios.
- Each video in the MECD dataset contains 4 to 11 events, with a minimum of 2 premise events exhibiting causal relations with the last one.
- The “duration”, “sentence”, and “timestamps” attributes of each video.
- A new attribute “relation” to evaluate the video causal discovery ability of the model, and support the supervised training.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Causal Discovery in Video Reasoning | MECD | VGCM Accuracy 71.20 | MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning | tychen-SJTU/MECD-Benchmark | 1 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 2. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning | 1 | 1 | 26 Sep 2024 | ran 8 of 8 samples (0 unverified; 2 pointer-only for licence) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- MECD
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections